{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "84b3a399-727d-497d-af7b-afded2dc2cbc",
   "metadata": {},
   "source": [
    "Chapter 08\n",
    "\n",
    "# 最近质心分类\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "151b5042-6d48-45a0-bf53-7ba3045e24fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn import datasets\n",
    "from sklearn.neighbors import NearestCentroid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fed9e9cd-8822-4e7c-929b-e8073127f317",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the iris data\n",
    "iris = datasets.load_iris()\n",
    "\n",
    "# Only use the first two features: sepal length, sepal width\n",
    "X = iris.data[:, :2]\n",
    "y = iris.target\n",
    "\n",
    "# generate mesh\n",
    "h = .02  # step size in the mesh\n",
    "x_min, x_max = X[:, 0].min() - 0.2, X[:, 0].max() + 0.2\n",
    "y_min, y_max = X[:, 1].min() - 0.2, X[:, 1].max() + 0.2\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),np.arange(y_min, y_max, h))\n",
    "\n",
    "# Create color maps\n",
    "rgb = [[255, 238, 255],  # red\n",
    "       [219, 238, 244],  # blue\n",
    "       [228, 228, 228]]  # black\n",
    "rgb = np.array(rgb)/255.\n",
    "\n",
    "cmap_light = ListedColormap(rgb)\n",
    "cmap_bold = [[255, 51, 0], [0, 153, 255],[138,138,138]]\n",
    "cmap_bold = np.array(cmap_bold)/255.\n",
    "\n",
    "# shrinkage: It \"shrinks\" each of the class centroids toward \n",
    "# the overall centroid for all classes \n",
    "# by an amount we call the shrink threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "caa3fc35-f369-49fa-95e7-6ad066d5f2e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n",
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_8544\\4171249708.py:21: UserWarning: No contour levels were found within the data range.\n",
      "  plt.contour(xx, yy, Z, levels=[0,1,2], colors=['k'])\n",
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\seaborn\\_oldcore.py:200: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if palette in QUAL_PALETTES:\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for shrinkage in [None, 2, 5, 8]:\n",
    "\n",
    "    # Create an instance of Neighbours Classifier and fit the data.\n",
    "    clf = NearestCentroid(metric='euclidean', shrink_threshold=shrinkage)\n",
    "    \n",
    "    # kNN classification, weight = uniform\n",
    "    clf.fit(X, y)\n",
    "\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "    # Put the result into a color plot\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    \n",
    "    # visualization\n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    # plot decision regions\n",
    "    plt.contourf(xx, yy, Z, cmap=cmap_light)\n",
    "    \n",
    "    # plot decision boundaries\n",
    "    plt.contour(xx, yy, Z, levels=[0,1,2], colors=['k'])\n",
    "    \n",
    "    # Plot data points\n",
    "    sns.scatterplot(x=X[:, 0], y=X[:, 1], hue=iris.target_names[y],\n",
    "                    palette=cmap_bold, alpha=1.0, \n",
    "                    linewidth = 1, edgecolor=[1,1,1])\n",
    "\n",
    "    # Plot the centroid of each class\n",
    "    centroids = clf.centroids_;\n",
    "\n",
    "    sns.scatterplot(x=centroids[:, 0], y=centroids[:, 1],\n",
    "                    color=\".2\", marker=\"+\", s=100)\n",
    "    \n",
    "    # calculate the centroid of all sample data\n",
    "    data_center_x1 = np.mean(X[:, 0]);\n",
    "    data_center_x2 = np.mean(X[:, 1]);\n",
    "    \n",
    "    # plot the centroid of all sample data\n",
    "    plt.plot(data_center_x1,data_center_x2,\n",
    "             marker=\"x\", color = 'r', markersize=12)\n",
    "    \n",
    "    # Figure decorations\n",
    "    plt.xlim(xx.min(), xx.max())\n",
    "    plt.ylim(yy.min(), yy.max())\n",
    "    plt.title(\"NCC, shrink threshold = %r)\"\n",
    "              % shrinkage)\n",
    "    plt.xlabel(iris.feature_names[0])\n",
    "    plt.ylabel(iris.feature_names[1])\n",
    "    ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "    plt.tight_layout()\n",
    "    plt.axis('equal')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
